Feasibility of near-infrared spectroscopy as a tool to estimate carotenoid content in ‘IAC Rurik’ specialty potato cultivar
| dc.contributor.author | Izidoro, Maiqui [UNESP] | |
| dc.contributor.author | Pedrosa, Vanessa Maria Dantas [UNESP] | |
| dc.contributor.author | Spricigo, Poliana Cristina [UNESP] | |
| dc.contributor.author | Factor, Thiago Leandro | |
| dc.contributor.author | Lossolli, Nathalia Aparecida Barbosa [UNESP] | |
| dc.contributor.author | Junior, Luis Carlos Cunha | |
| dc.contributor.author | Guariglia, Bruna Ariel Dias | |
| dc.contributor.author | Lima, Kássio Michell Gomes de | |
| dc.contributor.author | Morais, Camilo de Lelis Medeiros de | |
| dc.contributor.author | Teixeira, Gustavo Henrique de Almeida | |
| dc.contributor.institution | Universidade Estadual Paulista (UNESP) | |
| dc.contributor.institution | Unidade de Pesquisa e Desenvolvimento de Mococa | |
| dc.contributor.institution | Universidade Federal de Goiás (UFG) | |
| dc.contributor.institution | Instituto de Química | |
| dc.contributor.institution | Ciências e Tecnologia da Região dos Inhamuns | |
| dc.contributor.institution | Kimberly Research and Extension Center | |
| dc.date.accessioned | 2025-04-29T18:06:29Z | |
| dc.date.issued | 2025-03-01 | |
| dc.description.abstract | The study explores the use of NIR spectroscopy with chemometric techniques as a non-destructive method to determine carotenoids in fresh ‘IAC Rurik,’ a new yellow potato rich in these compounds. Tubers were harvested in 2022 and in 2023. Reflectance FT-NIR spectra were acquired on the periderm of 200 tubers, in two positions. Spectra were pre-processed and regression models were developed using partial least square (PLS), support vector (SVR), ridge regression, k-nearest neighbors (KNN), interval-partial least squares (iPLS), and kernel-partial least squares (kPLS) regressions. Multivariate classification was carried out by applying principal component analysis with linear discriminant analysis (PCA-LDA) and partial least squares discriminant analysis (PLS-DA). Carotenoid content prediction was better obtained using mean-centered spectra and ridge regression (RMSEP = 0.0028 g kg−1, R2P = 0.90, RPD = 2.57, RER = 4.21 %). The classification of three groups (low = 0.031–0.045 g kg−1; average = 0.045–0.065 g kg−1; and high = 0.065–0.078 g kg−1) was possible by applying PLS-DA with a correct classification of 93 %, 70 %, and 86 %, respectively for low, average, and high carotenoid content. Thus, NIR spectroscopy can be used as a non-destructive method to predict carotenoids and classify ‘IAC Rurik’ tubers based on their carotenoid content. | en |
| dc.description.affiliation | Universidade Estadual Paulista (UNESP) Faculdade de Ciências Agrárias e Veterinárias (FCAV) Campus de Jaboticabal Departamento de Produção Vegetal, Via de Acesso Prof. Paulo Donato Castellane s/n, SP | |
| dc.description.affiliation | Instituto Agronômico de Campinas Unidade de Pesquisa e Desenvolvimento de Mococa, Avenida Presidente Castelo Branco, 700, Jardim São Francisco, SP | |
| dc.description.affiliation | Universidade Estadual Paulista (UNESP) Center for Tropical Roots and Starches Fazenda Experimental Lageado, SP | |
| dc.description.affiliation | Universidade Federal de Goiás (UFG) Escola de Agronomia Departamento de Engenharia de Alimentos Campus Samambaia, Rodovia Goiânia-Nova Veneza, Km 0 s/n, GO | |
| dc.description.affiliation | Universidade Federal do Rio Grande do Norte (URFN) Centro de Ciências Exatas Departamento de Química Campus Universitário Instituto de Química, Lagoa Nova, RN | |
| dc.description.affiliation | Universidade Estadual do Ceará (UECE) Centro de Educação Ciências e Tecnologia da Região dos Inhamuns, CE CEP | |
| dc.description.affiliation | University of Idaho (U of I) Kimberly Research and Extension Center, 3806 N 3600 E | |
| dc.description.affiliationUnesp | Universidade Estadual Paulista (UNESP) Faculdade de Ciências Agrárias e Veterinárias (FCAV) Campus de Jaboticabal Departamento de Produção Vegetal, Via de Acesso Prof. Paulo Donato Castellane s/n, SP | |
| dc.description.affiliationUnesp | Universidade Estadual Paulista (UNESP) Center for Tropical Roots and Starches Fazenda Experimental Lageado, SP | |
| dc.description.sponsorship | Coordenação de Aperfeiçoamento de Pessoal de Nível Superior (CAPES) | |
| dc.description.sponsorship | Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP) | |
| dc.description.sponsorshipId | CAPES: 001 | |
| dc.description.sponsorshipId | FAPESP: 2008/51408–1 | |
| dc.identifier | http://dx.doi.org/10.1016/j.jfca.2024.107130 | |
| dc.identifier.citation | Journal of Food Composition and Analysis, v. 139. | |
| dc.identifier.doi | 10.1016/j.jfca.2024.107130 | |
| dc.identifier.issn | 0889-1575 | |
| dc.identifier.scopus | 2-s2.0-85212545548 | |
| dc.identifier.uri | https://hdl.handle.net/11449/297394 | |
| dc.language.iso | eng | |
| dc.relation.ispartof | Journal of Food Composition and Analysis | |
| dc.source | Scopus | |
| dc.subject | Chemometrics | |
| dc.subject | Multivariate analysis | |
| dc.subject | Solanum tuberosum L. | |
| dc.subject | Total carotenoids | |
| dc.title | Feasibility of near-infrared spectroscopy as a tool to estimate carotenoid content in ‘IAC Rurik’ specialty potato cultivar | en |
| dc.type | Artigo | pt |
| dspace.entity.type | Publication | |
| relation.isOrgUnitOfPublication | ef1a6328-7152-4981-9835-5e79155d5511 | |
| relation.isOrgUnitOfPublication | 3d807254-e442-45e5-a80b-0f6bf3a26e48 | |
| relation.isOrgUnitOfPublication.latestForDiscovery | ef1a6328-7152-4981-9835-5e79155d5511 | |
| unesp.campus | Universidade Estadual Paulista (UNESP), Faculdade de Ciências Agrárias e Veterinárias, Jaboticabal | pt |
| unesp.campus | Universidade Estadual Paulista (UNESP), Centro de Raízes e Amidos Tropicais, Botucatu | pt |
| unesp.campus | Universidade Estadual Paulista (UNESP), Faculdade de Ciências Agronômicas, Botucatu | pt |

